• 제목/요약/키워드: data evaluation framework

검색결과 469건 처리시간 0.029초

The application of a fuzzy inference system and analytical hierarchy process based online evaluation framework to the Donghai Bridge Health Monitoring System

  • Dan, Danhui;Sun, Limin;Yang, Zhifang;Xie, Daqi
    • Smart Structures and Systems
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    • 제14권2호
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    • pp.129-144
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    • 2014
  • In this paper, a fuzzy inference system and an analytical hierarchy process-based online evaluation technique is developed to monitor the condition of the 32-km Donghai Bridge in Shanghai. The system has 478 sensors distributed along eight segments selected from the whole bridge. An online evaluation subsystem is realized, which uses raw data and extracted features or indices to give a set of hierarchically organized condition evaluations. The thresholds of each index were set to an initial value obtained from a structure damage and performance evolution analysis of the bridge. After one year of baseline monitoring, the initial threshold system was updated from the collected data. The results show that the techniques described are valid and reliable. The online method fulfills long-term infrastructure health monitoring requirements for the Donghai Bridge.

실시간신호제어 독립교차로 서비스수준 분석 방법론 (LOS Analysis Frame for COSMOS at Isolated Intersections)

  • 김진태;김강휘;이돈주
    • 대한교통학회지
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    • 제26권4호
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    • pp.161-172
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    • 2008
  • 국토해양부는 신호교차로 서비스수준 분석에 도로용량편람이 제시하는 방법의 적용을 장려하고 있으며 실시간신호제어교차로는 지능형교통체계 구축사업으로 그 숫자가 현장에서 꾸준히 증가하고 있다. 도로용량편람은 정주기식 신호교차로 서비스수준 분석방법에 국한하여 제시하고 있어 현장 실무자들은 실시간신호제어교차로 서비스수준 분석에 어려움을 경험하고 있다. 본 연구는 도로용량편람 수준에서 실시간신호제어교차로 서비스수준 분석의 기초가 되는 방법론을 제안하며 향후 추가로 수행되어야 하는 개발방향을 검토한다. 한 개의 신호교차로를 표본으로 세부 요소모형들을 간이 개발하여 검증한 결과 제안된 방법은 실제 현장 자료와 유사한 수준의 서비스 수준을 추정할 수 있음을 확인하였다.

국방획득체계와 연계한 국방 인공지능(AI) 체계 시험평가 방안 (Test and Evaluation Procedures of Defense AI System linked to the ROK Defense Acquisition System)

  • 이용복;최민우;이민호
    • 산업경영시스템학회지
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    • 제46권4호
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    • pp.229-237
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    • 2023
  • In this research, a new Test and Evaluation (T&E) procedure for defense AI systems is proposed to fill the existing gap in established methodologies. This proposed concept incorporates a data-based performance evaluation, allowing for independent assessment of AI model efficacy. It then follows with an on-site T&E using the actual AI system. The performance evaluation approach adopts the project promotion framework from the defense acquisition system, outlining 10 steps for R&D projects and 9 steps for procurement projects. This procedure was crafted after examining AI system testing standards and guidelines from both domestic and international civilian sectors. The validity of each step in the procedure was confirmed using real-world data. This study's findings aim to offer insightful guidance in defense T&E, particularly in developing robust T&E procedures for defense AI systems.

중소기업의 BSC활용방안에 관한 연구 : 인사평가제도 시스템 구축 사례 (A Study on the application of Balanced Scorecard in Small Business: A case of development of a Human Resource Evaluation System)

  • 강신철
    • Journal of Information Technology Applications and Management
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    • 제16권1호
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    • pp.77-96
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    • 2009
  • The balanced scorecard has drawn attention from many researchers in various fields since its appearance in 1992. It became a norm for performance evaluation framework in many areas, such as marketing, information system evaluation, strategic planning, etc. Centered in the large companies in Korea, the balanced scorecard has been popularly used as a performance evaluation tool for human resource management. Now we Question its applicability to performance evaluation tool even in small business. This study tried to apply the balanced scorecard in developing an information system for performance evaluation in a small business. The study showed that the balanced scorecard can be nicely used in small business as a performance evaluation tool. The process of developing an information system is described in detail. The practitioners are to obtain a lot of insights in designing their human resource management systems from the study results.

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퍼스널 클라우드 환경에서 사용자 관리를 위한 보안 프레임워크의 설계 및 평가 (Design and Evaluation of Secure Framework for User Management in Personal Cloud Environments)

  • 진병욱;김종화;차시호;전문석
    • 디지털산업정보학회논문지
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    • 제12권1호
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    • pp.81-87
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    • 2016
  • Cloud computing technologies are utilized and merged in various domains. Cloud computing technology-based personal cloud service technologies provide mobility and free access by using user centered storages and smart devices such like smart phones and table PCs. Therefore, we should overcome limits on the storage by solving the capacity problems of devices to provide security services in the personal cloud environments It can be addressable to provide the convenience of various security technologies. However, there are some security threats inherited from existing cloud environments and the possibilities of information leakage when devices are lost or stolen. Therefore, we designed a framework for providing secure cloud services by adding objects, such as user authorization, access tokens, set permissions by key generation, and key management assignments, for user management in personal cloud environments. We analyzed the stability of the proposed framework in terms of irreverent use and abuse, access to insiders, and data loss or leakage. And we evaluated the proposed framework in terms of the security with access control requirements in personal cloud environments.

기술이전 및 사업화 활성화를 위한 전략 도출 프레임워크 - R&BD 효율성 평가를 기반으로 - (The Framework for the Strategy of Research & Business Development)

  • 김준영;성시일;박재훈
    • 품질경영학회지
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    • 제44권4호
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    • pp.785-798
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    • 2016
  • Purpose: This paper developed the framework for extracting strategies of research and business development (R&BD) based on the data envelopment analysis(DEA). Methods: DEA has been widely utilized in evaluating R&D efficiency. Even though, technology transfer and commercialization has been regarded as the important factors for practical R&D efficiency evaluation, most research have evaluated R&D efficiency by just using the DEA outputs such as the number of patents and papers. The technology transfer, commercialization and relations among costs and generated technology and commercialization are needed to be considered for more practical R&D efficiency evaluation. Thus, this research addressed a method on how to incorporate the commercialization factors into the R&DB efficiency evaluation, and improve the efficiency strategically in terms of R&D and B&D. To achieve this, this research utilized a two-stage network DEA model for R&BD efficiency evaluation. Results: The proposed framework was applied to the 15 public research institutes and the 34 universities for validation. R&BD efficiency for the 15 public research institutes and the 34 universities was evaluated, and the differentiated improvement strategies for the inefficient DMUs to improve their efficient were proposed. Conclusion: The R&BD efficiency would be effectively analyzed based on two-stage network DEA. It would be utilized for the effective strategy planning for cultivating R&BD.

An Evaluation Framework to find Killer Applications in M-Government

  • Kesavarapu, Srikanth;Choi, Mun-Kee
    • 한국경영정보학회:학술대회논문집
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    • 한국경영정보학회 2007년도 International Conference
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    • pp.868-874
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    • 2007
  • Mobile Government is one of the new and important developments in e-government. The promise of m-government to provide greater access to government information is progressing in many developed and developing countries. Current Mobile Government does not exploit the full potential of available technology. Research shows there is a lack of a perfect killer application [2][1]. Firstly, this paper begins with an overview of e-gov and m-gov. In this context, this paper aims to present a framework to find killer applications in M-government to which researchers must pay attention and develop suitable way to perform according to different countries' contexts.

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작업장 개선을 위한 인간공학적 전문가 시스템의 개발과 적용 (Application of an Ergonomic Expert System to Workplace Design)

  • 정의승
    • 대한산업공학회지
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    • 제18권1호
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    • pp.105-120
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    • 1992
  • An expert system was developed as a framework of integrating diverse and multifactored ergonomic knowledge to investigate its effectiveness in ergonomic workplace design and evolution. Although numerous computer-assisted approaches have been made to overcome the lack of integrated design principles, those models being used require very specific information of various design activities that may not be available in the design stage. On the other hand, an expert system would be an effective design aid that is capable of guiding the designer to solve a problem. However, most expert systems lack detailed evaluation capabilities due to a qualitative nature of inference mechanisms. Furthermore, those approaches were independently developed, focusing mostly on a single aspect such as biomechanics, physiology, etc. In this paper, a design framework was developed which takes advantage of expert system metholologies, a relational data base and existing ergonomic models. The pattern-directed, rule-based expert system allows the designer to gradually formulate and subsequently evaluate workplace design. A comprehensive and modularized knowledge base was built incorporating biomechanics, physiology and psychophysics, which is, in turn, capable of accessing not only qualitative knowledge but complex analytic evaluation models and massive information in the data base through an interface. A conflict resolution strategy using multiple criteria decision-making schemes was also employed to reconcile multiple design alternatives.

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Students' Performance Prediction in Higher Education Using Multi-Agent Framework Based Distributed Data Mining Approach: A Review

  • M.Nazir;A.Noraziah;M.Rahmah
    • International Journal of Computer Science & Network Security
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    • 제23권10호
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    • pp.135-146
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    • 2023
  • An effective educational program warrants the inclusion of an innovative construction which enhances the higher education efficacy in such a way that accelerates the achievement of desired results and reduces the risk of failures. Educational Decision Support System (EDSS) has currently been a hot topic in educational systems, facilitating the pupil result monitoring and evaluation to be performed during their development. Insufficient information systems encounter trouble and hurdles in making the sufficient advantage from EDSS owing to the deficit of accuracy, incorrect analysis study of the characteristic, and inadequate database. DMTs (Data Mining Techniques) provide helpful tools in finding the models or forms of data and are extremely useful in the decision-making process. Several researchers have participated in the research involving distributed data mining with multi-agent technology. The rapid growth of network technology and IT use has led to the widespread use of distributed databases. This article explains the available data mining technology and the distributed data mining system framework. Distributed Data Mining approach is utilized for this work so that a classifier capable of predicting the success of students in the economic domain can be constructed. This research also discusses the Intelligent Knowledge Base Distributed Data Mining framework to assess the performance of the students through a mid-term exam and final-term exam employing Multi-agent system-based educational mining techniques. Using single and ensemble-based classifiers, this study intends to investigate the factors that influence student performance in higher education and construct a classification model that can predict academic achievement. We also discussed the importance of multi-agent systems and comparative machine learning approaches in EDSS development.

정밀전자지도 기반의 차로 수준의 위치정보 교환 프레임워크 개발 (Development of lane-level location data exchange framework based on high-precision digital map)

  • 양인철;전우훈
    • 디지털콘텐츠학회 논문지
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    • 제19권8호
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    • pp.1617-1623
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    • 2018
  • 최근 자율주행차와 같이 고정밀의 위치 정확도를 요구하는 기술이 개발됨에 따라 정확도가 높은 위치정보 교환 기술 또는 위치참조방법 개발의 필요성이 대두되고 있다. 이에 본 연구는 정밀전자지도를 이용하는 차로 수준의 위치참조방법 프레임워크를 제안하고, 새로운 위치참조방법을 구현, 분석 및 평가할 수 있는 툴(tool)의 설계 및 개발을 목적으로 한다. 이를 위해 위치참조방법의 필요성과 정의, 그리고 정확도 높은 위치 정보의 교환을 위한 정밀전자지도의 기본 구조를 제안하고, 이를 기반으로 차로 수준의 위치참조방법을 위한 프레임워크를 제시하였다. 프레임워크의 실제 구현 및 테스트, 분석을 위해 필요한 분석 평가 툴을 개발하기 위해 기본 아키텍처 설계 및 그에 따른 실제 C/C++ 기반의 윈도우 응용 프로그램 개발을 수행하였다. 마지막으로 분석 평가 툴을 이용해서 이종 정밀전자지도 간의 위치 정보를 교환하는 테스트를 통해 그 실효성을 검증하였다.